依赖关系建模工具箱Dependency Modelling Toolbox |
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课程网址: | http://videolectures.net/icml2010_lahti_dmt/ |
主讲教师: | Leo Lahti |
开课单位: | 阿尔托大学 |
开课时间: | 2010-07-20 |
课程语种: | 英语 |
中文简介: | 调查多个数据源之间的依赖关系可以发现在各个数据集中看不到的规律性和交互。计算生物学,社会科学和其他领域中共同出现的测量数据越来越多,这强调了对通用依赖建模算法的实际实现的需求。该项目将各种依赖建模方法收集到统一的工具箱中。用于发现和分析统计依赖性的技术基于完善的模型,例如概率规范相关分析和多任务学习,其适用性已在先前的案例研究中得到证实。 |
课程简介: | Investigation of dependencies between multiple data sources allows the discovery of regularities and interactions that are not seen in individual data sets. The increasing availability of co-occurring measurement data in computational biology, social sciences, and in other domains emphasizes the need for practical implementations of general-purpose dependency modeling algorithms. The project collects various dependency modeling approaches into a unified toolbox. The techniques for the discovery and analysis of statistical dependencies are based on well-established models such as probabilistic canonical correlation analysis and multi-task learning whose applicability has been demonstrated in previous case studies. |
关 键 词: | 数据源; 规律性; 测量数据 |
课程来源: | 视频讲座网 |
最后编审: | 2019-04-25:cwx |
阅读次数: | 43 |